Overview
Brought to you by YData
Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 506 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 226.9 KiB |
| Average record size in memory | 459.2 B |
Variable types
| Text | 2 |
|---|---|
| Categorical | 4 |
| Numeric | 7 |
Fault ID has unique values | Unique |
Fault Location (Latitude, Longitude) has unique values | Unique |
Reproduction
| Analysis started | 2025-07-23 11:51:29.101869 |
|---|---|
| Analysis finished | 2025-07-23 11:51:41.780441 |
| Duration | 12.68 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Fault ID
Text
Unique 
| Distinct | 506 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 30.3 KiB |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 506 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | F001 |
|---|---|
| 2nd row | F002 |
| 3rd row | F003 |
| 4th row | F004 |
| 5th row | F005 |
| Value | Count | Frequency (%) |
| f001 | 1 | 0.2% |
| f018 | 1 | 0.2% |
| f005 | 1 | 0.2% |
| f006 | 1 | 0.2% |
| f007 | 1 | 0.2% |
| f008 | 1 | 0.2% |
| f009 | 1 | 0.2% |
| f010 | 1 | 0.2% |
| f011 | 1 | 0.2% |
| f012 | 1 | 0.2% |
| Other values (496) | 496 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 506 | |
| 0 | 205 | |
| 1 | 201 | 9.9% |
| 3 | 201 | 9.9% |
| 4 | 201 | 9.9% |
| 2 | 201 | 9.9% |
| 5 | 108 | 5.3% |
| 6 | 101 | 5.0% |
| 9 | 100 | 4.9% |
| 8 | 100 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2024 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| F | 506 | |
| 0 | 205 | |
| 1 | 201 | 9.9% |
| 3 | 201 | 9.9% |
| 4 | 201 | 9.9% |
| 2 | 201 | 9.9% |
| 5 | 108 | 5.3% |
| 6 | 101 | 5.0% |
| 9 | 100 | 4.9% |
| 8 | 100 | 4.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2024 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| F | 506 | |
| 0 | 205 | |
| 1 | 201 | 9.9% |
| 3 | 201 | 9.9% |
| 4 | 201 | 9.9% |
| 2 | 201 | 9.9% |
| 5 | 108 | 5.3% |
| 6 | 101 | 5.0% |
| 9 | 100 | 4.9% |
| 8 | 100 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2024 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| F | 506 | |
| 0 | 205 | |
| 1 | 201 | 9.9% |
| 3 | 201 | 9.9% |
| 4 | 201 | 9.9% |
| 2 | 201 | 9.9% |
| 5 | 108 | 5.3% |
| 6 | 101 | 5.0% |
| 9 | 100 | 4.9% |
| 8 | 100 | 4.9% |
Fault Type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 35.4 KiB |
| Transformer Failure | |
|---|---|
| Overheating | |
| Line Breakage |
Length
| Max length | 19 |
|---|---|
| Median length | 13 |
| Mean length | 14.351779 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Line Breakage |
|---|---|
| 2nd row | Transformer Failure |
| 3rd row | Overheating |
| 4th row | Line Breakage |
| 5th row | Transformer Failure |
Common Values
| Value | Count | Frequency (%) |
| Transformer Failure | 171 | |
| Overheating | 171 | |
| Line Breakage | 164 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| transformer | 171 | |
| failure | 171 | |
| overheating | 171 | |
| line | 164 | |
| breakage | 164 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1176 | |
| r | 1019 | |
| a | 841 | |
| i | 506 | 7.0% |
| n | 506 | 7.0% |
| g | 335 | 4.6% |
| 335 | 4.6% | |
| u | 171 | 2.4% |
| t | 171 | 2.4% |
| h | 171 | 2.4% |
| Other values (12) | 2031 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7262 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1176 | |
| r | 1019 | |
| a | 841 | |
| i | 506 | 7.0% |
| n | 506 | 7.0% |
| g | 335 | 4.6% |
| 335 | 4.6% | |
| u | 171 | 2.4% |
| t | 171 | 2.4% |
| h | 171 | 2.4% |
| Other values (12) | 2031 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7262 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1176 | |
| r | 1019 | |
| a | 841 | |
| i | 506 | 7.0% |
| n | 506 | 7.0% |
| g | 335 | 4.6% |
| 335 | 4.6% | |
| u | 171 | 2.4% |
| t | 171 | 2.4% |
| h | 171 | 2.4% |
| Other values (12) | 2031 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7262 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1176 | |
| r | 1019 | |
| a | 841 | |
| i | 506 | 7.0% |
| n | 506 | 7.0% |
| g | 335 | 4.6% |
| 335 | 4.6% | |
| u | 171 | 2.4% |
| t | 171 | 2.4% |
| h | 171 | 2.4% |
| Other values (12) | 2031 |
Fault Location (Latitude, Longitude)
Text
Unique 
| Distinct | 506 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.1 KiB |
Length
| Max length | 20 |
|---|---|
| Median length | 20 |
| Mean length | 19.76087 |
| Min length | 16 |
Unique
| Unique | 506 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | (34.0522, -118.2437) |
|---|---|
| 2nd row | (34.056, -118.245) |
| 3rd row | (34.0525, -118.244) |
| 4th row | (34.055, -118.242) |
| 5th row | (34.0545, -118.243) |
| Value | Count | Frequency (%) |
| 118.57 | 3 | 0.3% |
| 118.1422 | 3 | 0.3% |
| 34.1806 | 2 | 0.2% |
| 34.8522 | 2 | 0.2% |
| 34.5335 | 2 | 0.2% |
| 34.7943 | 2 | 0.2% |
| 34.9991 | 2 | 0.2% |
| 118.3633 | 2 | 0.2% |
| 34.668 | 2 | 0.2% |
| 118.1915 | 2 | 0.2% |
| Other values (973) | 990 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1409 | |
| . | 1012 | |
| 3 | 931 | |
| 4 | 919 | |
| 8 | 918 | |
| ( | 506 | 5.1% |
| , | 506 | 5.1% |
| 506 | 5.1% | |
| - | 506 | 5.1% |
| ) | 506 | 5.1% |
| Other values (6) | 2280 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9999 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1409 | |
| . | 1012 | |
| 3 | 931 | |
| 4 | 919 | |
| 8 | 918 | |
| ( | 506 | 5.1% |
| , | 506 | 5.1% |
| 506 | 5.1% | |
| - | 506 | 5.1% |
| ) | 506 | 5.1% |
| Other values (6) | 2280 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9999 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1409 | |
| . | 1012 | |
| 3 | 931 | |
| 4 | 919 | |
| 8 | 918 | |
| ( | 506 | 5.1% |
| , | 506 | 5.1% |
| 506 | 5.1% | |
| - | 506 | 5.1% |
| ) | 506 | 5.1% |
| Other values (6) | 2280 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9999 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1409 | |
| . | 1012 | |
| 3 | 931 | |
| 4 | 919 | |
| 8 | 918 | |
| ( | 506 | 5.1% |
| , | 506 | 5.1% |
| 506 | 5.1% | |
| - | 506 | 5.1% |
| ) | 506 | 5.1% |
| Other values (6) | 2280 |
Voltage (V)
Real number (ℝ)
| Distinct | 303 |
|---|---|
| Distinct (%) | 59.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2049.6364 |
| Minimum | 1800 |
|---|---|
| Maximum | 2300 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 1800 |
|---|---|
| 5-th percentile | 1823.25 |
| Q1 | 1923 |
| median | 2058 |
| Q3 | 2165.75 |
| 95-th percentile | 2276.75 |
| Maximum | 2300 |
| Range | 500 |
| Interquartile range (IQR) | 242.75 |
Descriptive statistics
| Standard deviation | 142.05415 |
|---|---|
| Coefficient of variation (CV) | 0.069306999 |
| Kurtosis | -1.1399277 |
| Mean | 2049.6364 |
| Median Absolute Deviation (MAD) | 118 |
| Skewness | -0.0037190584 |
| Sum | 1037116 |
| Variance | 20179.38 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1982 | 5 | 1.0% |
| 1912 | 5 | 1.0% |
| 2092 | 5 | 1.0% |
| 2164 | 4 | 0.8% |
| 2076 | 4 | 0.8% |
| 2206 | 4 | 0.8% |
| 2077 | 4 | 0.8% |
| 2270 | 4 | 0.8% |
| 2201 | 4 | 0.8% |
| 2106 | 4 | 0.8% |
| Other values (293) | 463 |
| Value | Count | Frequency (%) |
| 1800 | 1 | 0.2% |
| 1801 | 1 | 0.2% |
| 1802 | 1 | 0.2% |
| 1803 | 1 | 0.2% |
| 1806 | 1 | 0.2% |
| 1807 | 2 | |
| 1808 | 3 | |
| 1809 | 1 | 0.2% |
| 1810 | 1 | 0.2% |
| 1811 | 3 |
| Value | Count | Frequency (%) |
| 2300 | 1 | 0.2% |
| 2298 | 3 | |
| 2296 | 3 | |
| 2295 | 1 | 0.2% |
| 2294 | 2 | |
| 2292 | 1 | 0.2% |
| 2290 | 1 | 0.2% |
| 2289 | 4 | |
| 2287 | 2 | |
| 2284 | 2 |
Current (A)
Real number (ℝ)
| Distinct | 71 |
|---|---|
| Distinct (%) | 14.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 216.4585 |
| Minimum | 180 |
|---|---|
| Maximum | 250 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 180 |
|---|---|
| 5-th percentile | 183 |
| Q1 | 197.25 |
| median | 218 |
| Q3 | 235 |
| 95-th percentile | 248.75 |
| Maximum | 250 |
| Range | 70 |
| Interquartile range (IQR) | 37.75 |
Descriptive statistics
| Standard deviation | 21.499787 |
|---|---|
| Coefficient of variation (CV) | 0.099325216 |
| Kurtosis | -1.2910485 |
| Mean | 216.4585 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | -0.042192256 |
| Sum | 109528 |
| Variance | 462.24085 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 185 | 15 | 3.0% |
| 250 | 14 | 2.8% |
| 204 | 13 | 2.6% |
| 191 | 13 | 2.6% |
| 247 | 13 | 2.6% |
| 249 | 12 | 2.4% |
| 182 | 12 | 2.4% |
| 234 | 11 | 2.2% |
| 246 | 11 | 2.2% |
| 242 | 10 | 2.0% |
| Other values (61) | 382 |
| Value | Count | Frequency (%) |
| 180 | 5 | 1.0% |
| 181 | 3 | 0.6% |
| 182 | 12 | |
| 183 | 10 | |
| 184 | 1 | 0.2% |
| 185 | 15 | |
| 186 | 7 | |
| 187 | 7 | |
| 188 | 4 | 0.8% |
| 189 | 5 | 1.0% |
| Value | Count | Frequency (%) |
| 250 | 14 | |
| 249 | 12 | |
| 248 | 9 | |
| 247 | 13 | |
| 246 | 11 | |
| 245 | 5 | 1.0% |
| 244 | 4 | 0.8% |
| 243 | 8 | |
| 242 | 10 | |
| 241 | 10 |
Power Load (MW)
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.011858 |
| Minimum | 45 |
|---|---|
| Maximum | 55 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 45 |
|---|---|
| 5-th percentile | 45 |
| Q1 | 47 |
| median | 50 |
| Q3 | 53 |
| 95-th percentile | 55 |
| Maximum | 55 |
| Range | 10 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.1028345 |
|---|---|
| Coefficient of variation (CV) | 0.062041976 |
| Kurtosis | -1.1760092 |
| Mean | 50.011858 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.051041398 |
| Sum | 25306 |
| Variance | 9.6275819 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 52 | 57 | |
| 48 | 53 | |
| 51 | 53 | |
| 50 | 50 | |
| 46 | 47 | |
| 45 | 45 | |
| 54 | 45 | |
| 53 | 43 | |
| 55 | 40 | |
| 47 | 39 |
| Value | Count | Frequency (%) |
| 45 | 45 | |
| 46 | 47 | |
| 47 | 39 | |
| 48 | 53 | |
| 49 | 34 | |
| 50 | 50 | |
| 51 | 53 | |
| 52 | 57 | |
| 53 | 43 | |
| 54 | 45 |
| Value | Count | Frequency (%) |
| 55 | 40 | |
| 54 | 45 | |
| 53 | 43 | |
| 52 | 57 | |
| 51 | 53 | |
| 50 | 50 | |
| 49 | 34 | |
| 48 | 53 | |
| 47 | 39 | |
| 46 | 47 |
Temperature (°C)
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.166008 |
| Minimum | 20 |
|---|---|
| Maximum | 40 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 25 |
| median | 30 |
| Q3 | 36 |
| 95-th percentile | 40 |
| Maximum | 40 |
| Range | 20 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 6.1183146 |
|---|---|
| Coefficient of variation (CV) | 0.20282149 |
| Kurtosis | -1.2537328 |
| Mean | 30.166008 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.021171028 |
| Sum | 15264 |
| Variance | 37.433773 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22 | 37 | 7.3% |
| 32 | 31 | 6.1% |
| 37 | 29 | 5.7% |
| 36 | 28 | 5.5% |
| 40 | 27 | 5.3% |
| 25 | 26 | 5.1% |
| 31 | 26 | 5.1% |
| 39 | 25 | 4.9% |
| 26 | 24 | 4.7% |
| 21 | 24 | 4.7% |
| Other values (11) | 229 |
| Value | Count | Frequency (%) |
| 20 | 17 | |
| 21 | 24 | |
| 22 | 37 | |
| 23 | 21 | |
| 24 | 21 | |
| 25 | 26 | |
| 26 | 24 | |
| 27 | 20 | |
| 28 | 21 | |
| 29 | 20 |
| Value | Count | Frequency (%) |
| 40 | 27 | |
| 39 | 25 | |
| 38 | 23 | |
| 37 | 29 | |
| 36 | 28 | |
| 35 | 20 | |
| 34 | 20 | |
| 33 | 23 | |
| 32 | 31 | |
| 31 | 26 |
Wind Speed (km/h)
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.73913 |
| Minimum | 10 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 15 |
| median | 19.5 |
| Q3 | 25 |
| 95-th percentile | 29 |
| Maximum | 30 |
| Range | 20 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.8630518 |
|---|---|
| Coefficient of variation (CV) | 0.29702685 |
| Kurtosis | -1.1632552 |
| Mean | 19.73913 |
| Median Absolute Deviation (MAD) | 4.5 |
| Skewness | 0.076335592 |
| Sum | 9988 |
| Variance | 34.375377 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 37 | 7.3% |
| 18 | 31 | 6.1% |
| 15 | 31 | 6.1% |
| 22 | 30 | 5.9% |
| 14 | 29 | 5.7% |
| 28 | 28 | 5.5% |
| 16 | 25 | 4.9% |
| 23 | 25 | 4.9% |
| 24 | 24 | 4.7% |
| 25 | 23 | 4.5% |
| Other values (11) | 223 |
| Value | Count | Frequency (%) |
| 10 | 23 | |
| 11 | 20 | |
| 12 | 13 | 2.6% |
| 13 | 37 | |
| 14 | 29 | |
| 15 | 31 | |
| 16 | 25 | |
| 17 | 21 | |
| 18 | 31 | |
| 19 | 23 |
| Value | Count | Frequency (%) |
| 30 | 17 | |
| 29 | 22 | |
| 28 | 28 | |
| 27 | 18 | |
| 26 | 22 | |
| 25 | 23 | |
| 24 | 24 | |
| 23 | 25 | |
| 22 | 30 | |
| 21 | 22 |
Weather Condition
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.8 KiB |
| Rainy | |
|---|---|
| Clear | |
| Thunderstorm | |
| Snowy | |
| Windstorm |
Length
| Max length | 12 |
|---|---|
| Median length | 5 |
| Mean length | 7.0711462 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Clear |
|---|---|
| 2nd row | Rainy |
| 3rd row | Windstorm |
| 4th row | Clear |
| 5th row | Snowy |
Common Values
| Value | Count | Frequency (%) |
| Rainy | 117 | |
| Clear | 110 | |
| Thunderstorm | 100 | |
| Snowy | 92 | |
| Windstorm | 87 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| rainy | 117 | |
| clear | 110 | |
| thunderstorm | 100 | |
| snowy | 92 | |
| windstorm | 87 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 397 | 11.1% |
| n | 396 | 11.1% |
| o | 279 | 7.8% |
| a | 227 | 6.3% |
| e | 210 | 5.9% |
| y | 209 | 5.8% |
| i | 204 | 5.7% |
| t | 187 | 5.2% |
| m | 187 | 5.2% |
| d | 187 | 5.2% |
| Other values (10) | 1095 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3578 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 397 | 11.1% |
| n | 396 | 11.1% |
| o | 279 | 7.8% |
| a | 227 | 6.3% |
| e | 210 | 5.9% |
| y | 209 | 5.8% |
| i | 204 | 5.7% |
| t | 187 | 5.2% |
| m | 187 | 5.2% |
| d | 187 | 5.2% |
| Other values (10) | 1095 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3578 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 397 | 11.1% |
| n | 396 | 11.1% |
| o | 279 | 7.8% |
| a | 227 | 6.3% |
| e | 210 | 5.9% |
| y | 209 | 5.8% |
| i | 204 | 5.7% |
| t | 187 | 5.2% |
| m | 187 | 5.2% |
| d | 187 | 5.2% |
| Other values (10) | 1095 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3578 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 397 | 11.1% |
| n | 396 | 11.1% |
| o | 279 | 7.8% |
| a | 227 | 6.3% |
| e | 210 | 5.9% |
| y | 209 | 5.8% |
| i | 204 | 5.7% |
| t | 187 | 5.2% |
| m | 187 | 5.2% |
| d | 187 | 5.2% |
| Other values (10) | 1095 |
Maintenance Status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 32.4 KiB |
| Completed | |
|---|---|
| Scheduled | |
| Pending |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.3557312 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Scheduled |
|---|---|
| 2nd row | Completed |
| 3rd row | Pending |
| 4th row | Completed |
| 5th row | Scheduled |
Common Values
| Value | Count | Frequency (%) |
| Completed | 173 | |
| Scheduled | 170 | |
| Pending | 163 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| completed | 173 | |
| scheduled | 170 | |
| pending | 163 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 849 | |
| d | 676 | |
| l | 343 | 8.1% |
| n | 326 | 7.7% |
| C | 173 | 4.1% |
| o | 173 | 4.1% |
| m | 173 | 4.1% |
| p | 173 | 4.1% |
| t | 173 | 4.1% |
| S | 170 | 4.0% |
| Other values (6) | 999 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4228 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 849 | |
| d | 676 | |
| l | 343 | 8.1% |
| n | 326 | 7.7% |
| C | 173 | 4.1% |
| o | 173 | 4.1% |
| m | 173 | 4.1% |
| p | 173 | 4.1% |
| t | 173 | 4.1% |
| S | 170 | 4.0% |
| Other values (6) | 999 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4228 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 849 | |
| d | 676 | |
| l | 343 | 8.1% |
| n | 326 | 7.7% |
| C | 173 | 4.1% |
| o | 173 | 4.1% |
| m | 173 | 4.1% |
| p | 173 | 4.1% |
| t | 173 | 4.1% |
| S | 170 | 4.0% |
| Other values (6) | 999 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4228 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 849 | |
| d | 676 | |
| l | 343 | 8.1% |
| n | 326 | 7.7% |
| C | 173 | 4.1% |
| o | 173 | 4.1% |
| m | 173 | 4.1% |
| p | 173 | 4.1% |
| t | 173 | 4.1% |
| S | 170 | 4.0% |
| Other values (6) | 999 |
Component Health
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.9 KiB |
| Normal | |
|---|---|
| Overheated | |
| Faulty |
Length
| Max length | 10 |
|---|---|
| Median length | 6 |
| Mean length | 7.3675889 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Normal |
|---|---|
| 2nd row | Faulty |
| 3rd row | Overheated |
| 4th row | Normal |
| 5th row | Faulty |
Common Values
| Value | Count | Frequency (%) |
| Normal | 174 | |
| Overheated | 173 | |
| Faulty | 159 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| normal | 174 | |
| overheated | 173 | |
| faulty | 159 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 519 | |
| a | 506 | |
| r | 347 | |
| l | 333 | |
| t | 332 | |
| N | 174 | 4.7% |
| o | 174 | 4.7% |
| m | 174 | 4.7% |
| O | 173 | 4.6% |
| v | 173 | 4.6% |
| Other values (5) | 823 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3728 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 519 | |
| a | 506 | |
| r | 347 | |
| l | 333 | |
| t | 332 | |
| N | 174 | 4.7% |
| o | 174 | 4.7% |
| m | 174 | 4.7% |
| O | 173 | 4.6% |
| v | 173 | 4.6% |
| Other values (5) | 823 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3728 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 519 | |
| a | 506 | |
| r | 347 | |
| l | 333 | |
| t | 332 | |
| N | 174 | 4.7% |
| o | 174 | 4.7% |
| m | 174 | 4.7% |
| O | 173 | 4.6% |
| v | 173 | 4.6% |
| Other values (5) | 823 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3728 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 519 | |
| a | 506 | |
| r | 347 | |
| l | 333 | |
| t | 332 | |
| N | 174 | 4.7% |
| o | 174 | 4.7% |
| m | 174 | 4.7% |
| O | 173 | 4.6% |
| v | 173 | 4.6% |
| Other values (5) | 823 |
Duration of Fault (hrs)
Real number (ℝ)
| Distinct | 41 |
|---|---|
| Distinct (%) | 8.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0081028 |
| Minimum | 2 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2.3 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5.8 |
| Maximum | 6 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.1472712 |
|---|---|
| Coefficient of variation (CV) | 0.28623797 |
| Kurtosis | -1.1938123 |
| Mean | 4.0081028 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.024983872 |
| Sum | 2028.1 |
| Variance | 1.3162312 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.8 | 19 | 3.8% |
| 2.6 | 18 | 3.6% |
| 5.2 | 17 | 3.4% |
| 5.1 | 17 | 3.4% |
| 3.3 | 17 | 3.4% |
| 2.5 | 16 | 3.2% |
| 2.3 | 16 | 3.2% |
| 2.9 | 16 | 3.2% |
| 4.6 | 16 | 3.2% |
| 3.4 | 15 | 3.0% |
| Other values (31) | 339 |
| Value | Count | Frequency (%) |
| 2 | 4 | 0.8% |
| 2.1 | 8 | |
| 2.2 | 11 | |
| 2.3 | 16 | |
| 2.4 | 10 | |
| 2.5 | 16 | |
| 2.6 | 18 | |
| 2.7 | 11 | |
| 2.8 | 13 | |
| 2.9 | 16 |
| Value | Count | Frequency (%) |
| 6 | 8 | |
| 5.9 | 14 | |
| 5.8 | 19 | |
| 5.7 | 9 | |
| 5.6 | 6 | 1.2% |
| 5.5 | 12 | |
| 5.4 | 11 | |
| 5.3 | 5 | 1.0% |
| 5.2 | 17 | |
| 5.1 | 17 |
Down time (hrs)
Real number (ℝ)
| Distinct | 61 |
|---|---|
| Distinct (%) | 12.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9998024 |
| Minimum | 1 |
|---|---|
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.3 |
| Q1 | 2.3 |
| median | 4 |
| Q3 | 5.7 |
| 95-th percentile | 6.7 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 3.4 |
Descriptive statistics
| Standard deviation | 1.8423672 |
|---|---|
| Coefficient of variation (CV) | 0.46061455 |
| Kurtosis | -1.355188 |
| Mean | 3.9998024 |
| Median Absolute Deviation (MAD) | 1.7 |
| Skewness | 0.040539268 |
| Sum | 2023.9 |
| Variance | 3.3943168 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.5 | 15 | 3.0% |
| 6.6 | 13 | 2.6% |
| 1.9 | 12 | 2.4% |
| 6.3 | 12 | 2.4% |
| 1.8 | 12 | 2.4% |
| 6.9 | 12 | 2.4% |
| 2 | 12 | 2.4% |
| 2.5 | 12 | 2.4% |
| 1.1 | 12 | 2.4% |
| 2.8 | 11 | 2.2% |
| Other values (51) | 383 |
| Value | Count | Frequency (%) |
| 1 | 4 | 0.8% |
| 1.1 | 12 | |
| 1.2 | 7 | |
| 1.3 | 4 | 0.8% |
| 1.4 | 11 | |
| 1.5 | 15 | |
| 1.6 | 7 | |
| 1.7 | 9 | |
| 1.8 | 12 | |
| 1.9 | 12 |
| Value | Count | Frequency (%) |
| 7 | 6 | |
| 6.9 | 12 | |
| 6.8 | 7 | |
| 6.7 | 11 | |
| 6.6 | 13 | |
| 6.5 | 10 | |
| 6.4 | 10 | |
| 6.3 | 12 | |
| 6.2 | 9 | |
| 6.1 | 10 |
Interactions
Correlations
| Component Health | Current (A) | Down time (hrs) | Duration of Fault (hrs) | Fault Type | Maintenance Status | Power Load (MW) | Temperature (°C) | Voltage (V) | Weather Condition | Wind Speed (km/h) | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Component Health | 1.000 | 0.025 | 0.000 | 0.024 | 0.063 | 0.000 | 0.000 | 0.069 | 0.000 | 0.000 | 0.000 |
| Current (A) | 0.025 | 1.000 | -0.071 | 0.028 | 0.000 | 0.039 | 0.076 | 0.027 | 0.096 | 0.000 | 0.059 |
| Down time (hrs) | 0.000 | -0.071 | 1.000 | 0.022 | 0.072 | 0.056 | -0.014 | 0.053 | 0.013 | 0.000 | 0.096 |
| Duration of Fault (hrs) | 0.024 | 0.028 | 0.022 | 1.000 | 0.000 | 0.059 | 0.062 | -0.053 | 0.017 | 0.075 | -0.068 |
| Fault Type | 0.063 | 0.000 | 0.072 | 0.000 | 1.000 | 0.000 | 0.105 | 0.000 | 0.000 | 0.000 | 0.040 |
| Maintenance Status | 0.000 | 0.039 | 0.056 | 0.059 | 0.000 | 1.000 | 0.038 | 0.000 | 0.000 | 0.064 | 0.089 |
| Power Load (MW) | 0.000 | 0.076 | -0.014 | 0.062 | 0.105 | 0.038 | 1.000 | 0.090 | 0.040 | 0.011 | -0.033 |
| Temperature (°C) | 0.069 | 0.027 | 0.053 | -0.053 | 0.000 | 0.000 | 0.090 | 1.000 | -0.036 | 0.000 | -0.059 |
| Voltage (V) | 0.000 | 0.096 | 0.013 | 0.017 | 0.000 | 0.000 | 0.040 | -0.036 | 1.000 | 0.038 | -0.035 |
| Weather Condition | 0.000 | 0.000 | 0.000 | 0.075 | 0.000 | 0.064 | 0.011 | 0.000 | 0.038 | 1.000 | 0.000 |
| Wind Speed (km/h) | 0.000 | 0.059 | 0.096 | -0.068 | 0.040 | 0.089 | -0.033 | -0.059 | -0.035 | 0.000 | 1.000 |
Missing values
Sample
| Fault ID | Fault Type | Fault Location (Latitude, Longitude) | Voltage (V) | Current (A) | Power Load (MW) | Temperature (°C) | Wind Speed (km/h) | Weather Condition | Maintenance Status | Component Health | Duration of Fault (hrs) | Down time (hrs) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | F001 | Line Breakage | (34.0522, -118.2437) | 2200 | 250 | 50 | 25 | 20 | Clear | Scheduled | Normal | 2.0 | 1.0 |
| 1 | F002 | Transformer Failure | (34.056, -118.245) | 1800 | 180 | 45 | 28 | 15 | Rainy | Completed | Faulty | 3.0 | 5.0 |
| 2 | F003 | Overheating | (34.0525, -118.244) | 2100 | 230 | 55 | 35 | 25 | Windstorm | Pending | Overheated | 4.0 | 6.0 |
| 3 | F004 | Line Breakage | (34.055, -118.242) | 2050 | 240 | 48 | 23 | 10 | Clear | Completed | Normal | 2.5 | 3.0 |
| 4 | F005 | Transformer Failure | (34.0545, -118.243) | 1900 | 190 | 50 | 30 | 18 | Snowy | Scheduled | Faulty | 3.5 | 4.0 |
| 5 | F006 | Overheating | (34.05, -118.24) | 2150 | 220 | 52 | 32 | 22 | Thunderstorm | Pending | Overheated | 5.0 | 7.0 |
| 6 | F007 | Line Breakage | (34.9449, -118.9839) | 1994 | 233 | 51 | 23 | 21 | Snowy | Completed | Normal | 3.7 | 6.1 |
| 7 | F008 | Transformer Failure | (34.2294, -118.2988) | 2133 | 229 | 52 | 20 | 18 | Snowy | Scheduled | Normal | 5.4 | 2.1 |
| 8 | F009 | Line Breakage | (34.1279, -118.8442) | 2155 | 240 | 45 | 21 | 29 | Rainy | Pending | Overheated | 3.2 | 4.7 |
| 9 | F010 | Line Breakage | (34.4192, -118.8254) | 2065 | 199 | 55 | 25 | 21 | Clear | Scheduled | Normal | 4.0 | 2.8 |
| Fault ID | Fault Type | Fault Location (Latitude, Longitude) | Voltage (V) | Current (A) | Power Load (MW) | Temperature (°C) | Wind Speed (km/h) | Weather Condition | Maintenance Status | Component Health | Duration of Fault (hrs) | Down time (hrs) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 496 | F497 | Line Breakage | (34.8438, -118.1141) | 1855 | 191 | 50 | 25 | 23 | Clear | Pending | Normal | 5.0 | 2.4 |
| 497 | F498 | Transformer Failure | (34.0532, -118.4305) | 1902 | 185 | 45 | 34 | 12 | Windstorm | Pending | Faulty | 4.7 | 1.0 |
| 498 | F499 | Transformer Failure | (34.2564, -118.2993) | 2134 | 191 | 53 | 38 | 19 | Thunderstorm | Pending | Faulty | 4.8 | 2.4 |
| 499 | F500 | Overheating | (34.1408, -118.4325) | 2039 | 232 | 54 | 37 | 28 | Rainy | Completed | Faulty | 2.5 | 2.5 |
| 500 | F501 | Transformer Failure | (34.766, -118.5866) | 2175 | 191 | 54 | 36 | 14 | Windstorm | Scheduled | Faulty | 5.2 | 1.5 |
| 501 | F502 | Overheating | (34.7734, -118.9645) | 1970 | 185 | 47 | 31 | 27 | Thunderstorm | Completed | Normal | 4.7 | 1.4 |
| 502 | F503 | Transformer Failure | (34.2133, -118.1184) | 2204 | 226 | 52 | 28 | 26 | Rainy | Completed | Normal | 3.7 | 1.4 |
| 503 | F504 | Transformer Failure | (34.979, -118.5646) | 2181 | 234 | 52 | 26 | 28 | Thunderstorm | Scheduled | Overheated | 6.0 | 6.3 |
| 504 | F505 | Overheating | (34.5034, -118.4528) | 2295 | 202 | 50 | 27 | 22 | Snowy | Completed | Normal | 4.2 | 3.0 |
| 505 | F506 | Line Breakage | (34.4455, -118.5557) | 1941 | 186 | 51 | 31 | 24 | Thunderstorm | Completed | Faulty | 2.3 | 6.8 |